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Diabetes Analytics Dashboard

Data Visualization




Logistic Regression Call



Call:
glm(formula = Outcome ~ ., family = binomial(), data = data)

Deviance Residuals: 
    Min       1Q   Median       3Q      Max  
-2.4970  -0.7148  -0.4049   0.7043   2.8928  

Coefficients:
                           Estimate Std. Error z value Pr(>|z|)    
(Intercept)              -8.048e+00  7.807e-01 -10.308  < 2e-16 ***
Pregnancies1             -2.544e-01  3.553e-01  -0.716  0.47400    
Pregnancies2             -2.760e-01  3.822e-01  -0.722  0.47016    
Pregnancies3              4.767e-01  3.882e-01   1.228  0.21946    
Pregnancies4              1.815e-01  3.924e-01   0.463  0.64372    
Pregnancies5              4.644e-01  4.198e-01   1.106  0.26858    
Pregnancies6              2.255e-01  4.544e-01   0.496  0.61969    
Pregnancies7              7.878e-01  4.521e-01   1.743  0.08140 .  
Pregnancies8              1.183e+00  4.909e-01   2.410  0.01596 *  
Pregnancies9              1.431e+00  5.531e-01   2.587  0.00969 ** 
Pregnancies10             6.469e-01  5.620e-01   1.151  0.24964    
Pregnancies11             9.156e-01  7.620e-01   1.202  0.22953    
Pregnancies12             1.093e+00  8.487e-01   1.288  0.19772    
Pregnancies13             5.704e-01  7.905e-01   0.722  0.47057    
Pregnancies14             1.624e+01  8.936e+02   0.018  0.98550    
Pregnancies15             1.593e+01  1.455e+03   0.011  0.99127    
Pregnancies17             1.398e+01  1.455e+03   0.010  0.99234    
Glucose                   3.465e-02  3.809e-03   9.097  < 2e-16 ***
BloodPressure            -1.397e-02  5.323e-03  -2.624  0.00870 ** 
SkinThickness             9.803e-04  7.013e-03   0.140  0.88884    
Insulin                  -1.211e-03  9.164e-04  -1.321  0.18637    
BMI                       8.882e-02  1.544e-02   5.753 8.76e-09 ***
DiabetesPedigreeFunction  9.676e-01  3.062e-01   3.160  0.00158 ** 
Age                       1.415e-02  9.587e-03   1.476  0.13983    
---
Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

(Dispersion parameter for binomial family taken to be 1)

    Null deviance: 993.48  on 767  degrees of freedom
Residual deviance: 712.19  on 744  degrees of freedom
AIC: 760.19

Number of Fisher Scoring iterations: 14